publishing pca2

DS-100 · Apr 19, 2024 · 85c269e · 85c269e
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diff --git a/_quarto.yml b/_quarto.yml
@@ -41,7 +41,7 @@ book:
         - logistic_regression_1/logistic_reg_1.qmd
         - logistic_regression_2/logistic_reg_2.qmd
         - pca_1/pca_1.qmd
-        # - pca_2/pca_2.qmd
+        - pca_2/pca_2.qmd
         # - clustering/clustering.qmd
 
     sidebar:

diff --git a/docs/case_study_HCE/case_study_HCE.html b/docs/case_study_HCE/case_study_HCE.html
@@ -289,6 +289,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/constant_model_loss_transformations/loss_transformations.html b/docs/constant_model_loss_transformations/loss_transformations.html
@@ -291,6 +291,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/cv_regularization/cv_reg.html b/docs/cv_regularization/cv_reg.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/eda/eda.html b/docs/eda/eda.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/feature_engineering/feature_engineering.html b/docs/feature_engineering/feature_engineering.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/gradient_descent/gradient_descent.html b/docs/gradient_descent/gradient_descent.html
@@ -310,6 +310,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/index.html b/docs/index.html
@@ -265,6 +265,12 @@
   <a href="./pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="./pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/inference_causality/inference_causality.html b/docs/inference_causality/inference_causality.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_lec/introduction.html b/docs/intro_lec/introduction.html
@@ -255,6 +255,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/intro_to_modeling/intro_to_modeling.html b/docs/intro_to_modeling/intro_to_modeling.html
@@ -291,6 +291,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/logistic_regression_1/logistic_reg_1.html b/docs/logistic_regression_1/logistic_reg_1.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/logistic_regression_2/logistic_reg_2.html b/docs/logistic_regression_2/logistic_reg_2.html
@@ -257,6 +257,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/ols/ols.html b/docs/ols/ols.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pandas_1/pandas_1.html b/docs/pandas_1/pandas_1.html
@@ -294,6 +294,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pandas_2/pandas_2.html b/docs/pandas_2/pandas_2.html
@@ -292,6 +292,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pandas_3/pandas_3.html b/docs/pandas_3/pandas_3.html
@@ -308,6 +308,12 @@
   <a href="../pca_1/pca_1.html" class="sidebar-item-text sidebar-link">
  <span class="menu-text"><span class="chapter-number">24</span>&nbsp; <span class="chapter-title">PCA I</span></span></a>
   </div>
+</li>
+        <li class="sidebar-item">
+  <div class="sidebar-item-container"> 
+  <a href="../pca_2/pca_2.html" class="sidebar-item-text sidebar-link">
+ <span class="menu-text"><span class="chapter-number">25</span>&nbsp; <span class="chapter-title">PCA II</span></span></a>
+  </div>
 </li>
     </ul>
     </div>

diff --git a/docs/pca_1/images/optimization_takeaways.png b/docs/pca_1/images/optimization_takeaways.png